Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Identity Assertion
5,512 comments
Hear! Hear! ?Decent people don't want this.
Hear! Hear! ?Decent people don't want this.
Uses 'us vs them' framing ('decent people don't want this') to assert in-group values and exclude others.
@MarianaGiordano-j4j
Mar 5, 2025
Hello, Canadian here. Disregard everything Trudeau said. We desire freedom, please absorb us into the Union.
Hello, Canadian here. Disregard everything Trudeau said. We desire freedom, please absorb us into the Union.
Self-identification as Canadian with strong us-vs-them framing and rejection of current leadership, expressing desire for political realignment.
@RantGodOfficial
Mar 5, 2025
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Criticizes Brampton's infrastructure and traffic safety, implicitly blaming immigrant populations for poor civic behavior and lack of self-regulation.
leeleland
Jan 29, 2026
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have …
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have a culture... We are doomed
Expresses concern about loss of Canadian identity and cultural values due to diversity politics, framing it as existential threat.
ReluctantSkeptic
Jan 29, 2026
Thank God for Trump! He is one of the best business man in the world ? I have full faith I him. God Bless Trump!
Thank God for Trump! He is one of the best business man in the world ? I have full faith I him. God Bless Trump!
Expresses strong support for Trump with faith-based language, framing him as a positive figure worthy of trust.
@Jleeyeti
Mar 5, 2025
I don't consider that. . . Talking directly to Trump. Good luck you whimpy crazy little fruit. Ok shoot us with your tariffs. See who caves first. Whining on tv trying to change our minds. …
I don't consider that. . . Talking directly to Trump. Good luck you whimpy crazy little fruit. Ok shoot us with your tariffs. See who caves first. Whining on tv trying to change our minds. When we openly, willingly and happily voted to change the way THIS COUNTRY has been thru because of idiots like you, Biden ETC. change hurts in the beginning. . . But in the end. We will see who has a trade deficit with who. Good luck little fruit
Strong assertion of Canadian identity and national resolve against US pressure, with implicit call to maintain current course.
@fredhahn3739
Mar 4, 2025
Canada does not believe Trudeau just for the record. Thats why he is gone!
Canada does not believe Trudeau just for the record. Thats why he is gone!
Asserts Canadian public opinion ('Canada does not believe') and frames Trudeau's departure as validation of national sentiment.
@CMSWORKMUSIC
Mar 4, 2025
Canadians? he should not use the umbrella term we why not say I , Canadians and British people are suffering because of weak leaders childish rhetoric.
Canadians? he should not use the umbrella term we why not say I , Canadians and British people are suffering because of weak leaders childish rhetoric.
Asserts specific group identity (Canadians and British people) and critiques leadership for weak rhetoric affecting their interests.
@gilbertginegobis7596
Mar 4, 2025
Canada might be a friend , but i don't see Trudeau as a friend of USA , more like a bit of a one for China and the globalist nut jobs
Canada might be a friend , but i don't see Trudeau as a friend of USA , more like a bit of a one for China and the globalist nut jobs
Makes an unsubstantiated claim about Trudeau's allegiances to China and 'globalist' interests, framing him as disloyal to the US-Canada relationship.
@minorrhoads5318
Mar 4, 2025
Khalistaniyo ka maa ka bhosda
Khalistaniyo ka maa ka bhosda
Abusive ethnic slur in Punjabi targeting a specific group identity without substantive argument.
Identity Assertion
0.75
arpanbanerjee2847
Feb 26, 2026
WE, the sane, rational-minded Americans, DID not vote for this crap. We stand with our allies.
WE, the sane, rational-minded Americans, DID not vote for this crap. We stand with our allies.
Asserts identity as 'sane, rational-minded Americans' in opposition to Trump voters, expressing solidarity with Canadian allies.
@glashse98
Mar 5, 2025
This dictator has money thanks thanks to the hardworking Canadians
This dictator has money thanks thanks to the hardworking Canadians
Uses inflammatory language ('dictator') and frames political leader as exploiting hardworking Canadians, asserting national grievance.
@oscarwins701
Mar 4, 2025
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
White colonizer : Kill and maim for land.
Loses to their Women not giving them pum pum.
Uses crude humor and historical framing to make an identity-based critique comparing racial/colonial groups.
theartofcalmness4812
Feb 26, 2026
Justin puppet finally wake up ??
Justin puppet finally wake up ??
Uses derogatory framing ('puppet') to assert political opposition and delegitimize the leader's agency.
@good_man4083
Mar 5, 2025
A country integrity!
A country integrity!
Brief assertion of Canada's national character and integrity, affirming national identity.
Identity Assertion
0.75
@Jengerlife
Mar 4, 2025
Its still unbelievable and shocking that such an unintelligent and idiotic man as trump could be president of the US
Its still unbelievable and shocking that such an unintelligent and idiotic man as trump could be president of the US
Comment expresses a value judgment about Trump's intelligence/fitness, framed as an assertion of superiority rather than substantive policy critique.
@remakesonly
Mar 5, 2025
Donald...touch Ireland in anyway that harms us....Irish Americans will destroy you. Remember we are everywhere.
Donald...touch Ireland in anyway that harms us....Irish Americans will destroy you. Remember we are everywhere.
Asserts Irish-American identity and collective power while issuing a warning/threat framed through ethnic group solidarity.
@gracesanity6314
Mar 5, 2025
Justin Trudeau is a great prime minister, brilliant leader god bless Canada
Justin Trudeau is a great prime minister, brilliant leader god bless Canada
Expresses national pride and support for leadership as part of Canadian identity affirmation.
Identity Assertion
0.75
@thayamahesan4146
Mar 5, 2025
Canadian people are just amazing and well said prime minister Trudeau.
Canadian people are just amazing and well said prime minister Trudeau.
Expresses national pride in Canadian people and affirms leadership as part of identity assertion.
Identity Assertion
0.75
@AliceFonseca-b9u
Mar 5, 2025
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Accuses the creator of cowardice and selective targeting of Indian immigrants while avoiding confrontation with Muslims, framing it as cultural protectionism.
Diwakarranaedix
Jan 29, 2026
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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